Research Engineer/Scientist, Efficient Models

ByteDance; San Jose (CA); On-site; USD 254,000 - 588,000; Full time

Job summary

ByteDance is seeking a Research Engineer/Scientist to design and implement efficient models for large-scale generative AI, with emphasis on distillation, compression, and deployment. You will work on model acceleration and hardware-aware inference within the Vision-Applied Research team in San Jose.

The role requires experience in quantization, diffusion/ autoregressive methods, and a strong background in PyTorch or JAX to optimize model performance and scalability for real-world applications.

Qualifications

• Bachelor's degree in CS or related field or equivalent experience.
• Expertise in efficient models with understanding of bottlenecks and acceleration methods.
• Experience training generative AI or LLM models using PyTorch or JAX.

Responsibilities

• Develop efficient algorithms and architectures for large-scale generative and multimodal models, using distillation and quantization to improve efficiency.
• Advance scalable generative modeling approaches, including diffusion and autoregressive models, with focus on acceleration and efficiency.

Skills

Efficient models

Model distillation

Quantization

Large-scale generation

Hardware acceleration

PyTorch

JAX

Education

Bachelor's degree in Computer Science or related field

Ph.D. in GenAI, MLSys or equivalent

Tools

PyTorch

JAX

Job description

Research Engineer/Scientist, Efficient Models

Location:

San Jose

Team:

Technology

Employment Type:

Regular

Job Code:

A116738A

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Responsibilities

About the TeamThe Vision-Applied Research team focuses on applied research in Generative AI and CV/Multimodal Understanding, and delivering intelligent solutions to ByteDance products, enabling users to make and share creative content in a much easier way. The team has research groups dedicated to generative models for content creation, image generation, video synthesis, intelligent image/video editing, and virtual humans.The team is looking for a Research Engineer / Scientist who can take initiatives in designing and implementing efficient models for large-scale generative AI, with a particular emphasis on large model distillation and compression. The candidate will work on developing methods and infrastructure for transferring capabilities from foundation models into smaller, more efficient models, enabling scalable training, optimization, and deployment. Responsibilities may include, but are not limited to, distillation frameworks, model acceleration, hardware-efficient inference, and their applications.

• Responsibilities- Develop efficient algorithms and architectures for large-scale generative and multimodal models, using techniques such as step distillation, cfg distillation, quantization, and other methods to improve model efficiency (e.g., image generation, video generation, VLM).
• Responsibilities- Advance scalable generative modeling approaches, including diffusion and autoregressive models, with a focus on acceleration and efficiency.

Qualifications

• Minimum Qualifications:- B.S. in Computer Science or related fields, or equivalent experience
• Minimum Qualifications:- Expertise in efficient models with deep understanding of computational bottlenecks and acceleration methods.
• Minimum Qualifications:- Proficiency in training generative AI or LLM models using widely adopted frameworks and tools such as PyTorch and JAX.
• Minimum Qualifications:- Strong communication and collaboration skills in fast-paced environments.
• Preferred Qualifications- Ph.D. in GenAI, MLSys or equivalent experience
• Preferred Qualifications- Extensive research experiences in broad GenAI, MLSys, LLM areas.
• Preferred Qualifications- Proven experiences in at least one of the following areas: image/video generation and editing; model compression (e.g., quantization, step/cfg distillation); efficient architectures (e.g., MoE, window attention); efficient model design; or reinforcement learning training methods (e.g., RLHF, DPO, GRPO).

Job Information

The base salary range for this position in the selected city is $254400 - $588000 annually.

Compensation may vary outside of this range depending on a number of factors, including a candidate’s qualifications, skills, competencies and experience, and location. Base pay is one part of the Total Package that is provided to compensate and recognize employees for their work, and this role may be eligible for additional discretionary bonuses/incentives, and restricted stock units.

Benefits may vary depending on the nature of employment and the country work location. Employees have day one access to medical, dental, and vision insurance, a 401(k) savings plan with company match, paid parental leave, short-term and long-term disability coverage, life insurance, wellbeing benefits, among others. Employees also receive 10 paid holidays per year, 10 paid sick days per year and 17 days of Paid Personal Time (prorated upon hire with increasing accruals by tenure).

The Company reserves the right to modify or change these benefits programs at any time, with or without notice.

For Los Angeles County (unincorporated) Candidates:

Qualified applicants with arrest or conviction records will be considered for employment in accordance with all federal, state, and local laws including the Los Angeles County Fair Chance Ordinance for Employers and the California Fair Chance Act. Our company believes that criminal history may have a direct, adverse and negative relationship on the following job duties, potentially resulting in the withdrawal of the conditional offer of employment:

1. 1. Interacting and occasionally having unsupervised contact with internal/external clients and/or colleagues;
2. 2. Appropriately handling and managing confidential information including proprietary and trade secret information and access to information technology systems; and
3. 3. Exercising sound judgment.

About Us

Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, Lemon8, CapCut and Pico as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to connect with, consume, and create content.

Why Join ByteDance

Inspiring creativity is at the core of ByteDance's mission. Our innovative products are built to help people authentically express themselves, discover and connect – and our global, diverse teams make that possible. Together, we create value for our communities, inspire creativity and enrich life - a mission we work towards every day.

As ByteDancers, we strive to do great things with great people. We lead with curiosity, humility, and a desire to make impact in a rapidly growing tech company. By constantly iterating and fostering an \"Always Day 1\" mindset, we achieve meaningful breakthroughs for ourselves, our Company, and our users. When we create and grow together, the possibilities are limitless. Join us.

Diversity & Inclusion

ByteDance is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe and so does our workplace. At ByteDance, our mission is to inspire creativity and enrich life. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.

Reasonable Accommodation

ByteDance is committed to providing reasonable accommodations in our recruitment processes for candidates with disabilities, pregnancy, sincerely held religious beliefs or other reasons protected by applicable laws. If you need assistance or a reasonable accommodation, please reach out to us at https://tinyurl.com/RA-request